Packages

Vibe Check is an MCP server that acts as a meta-mentor for AI agents, using Chain-Pattern Interrupts (CPI) to challenge assumptions, prevent tunnel vision and over-engineering, and enforce session-specific rules — research shows CPI roughly doubles agent task success rates in evaluation runs.

Local Apple Documentation crawler and MCP server written in Swift. Crawls, indexes, and serves 302,000+ Apple developer documentation pages across 307 frameworks via MCP. Provides sub-100ms full-text search using SQLite FTS5 with BM25 ranking, plus access to Swift Evolution proposals, sample code, and Human Interface Guidelines.

Minesweeper MCP server enabling AI agents to play the classic Minesweeper game — revealing cells, flagging mines, querying board state, and providing a constrained reasoning challenge for testing AI agent problem-solving capabilities in a well-defined game environment.

Office Word MCP server enabling AI agents to create and manipulate Microsoft Word documents (.docx files) — creating documents with formatted text, headings, tables, and images; reading document content; applying styles; and integrating Word document generation into agent-driven content creation and reporting workflows.

Official Render MCP server enabling AI agents to interact with Render's cloud hosting platform — managing web services, databases, cron jobs, private services, environment variables, and deploying applications through Render's PaaS infrastructure.

Provides a programmable platform for building AI phone agents with configurable LLM, TTS, and STT providers, real-time WebSocket call events, and function calling to external APIs during live calls.

All-in-one MCP server providing AI agents with live web access capabilities including real-time search, webpage scraping to markdown, browser automation, and structured data extraction from 60+ specialized tools covering e-commerce, social media, finance, travel, and more - all backed by Bright Data's enterprise unblocking infrastructure.

MCP server for Supabase — gives agents full access to manage Supabase projects including Postgres databases, tables, RLS policies, Edge Functions, Storage buckets, and project settings via the Supabase Management API.

A Ghidra extension that implements a full MCP server, exposing 34 analysis tools, 5 resources, and 5 prompts for AI-assisted reverse engineering. Enables external AI tools to interact with Ghidra's decompiler, disassembler, and analysis capabilities over HTTP (SSE and Streamable transports).

A comprehensive 12-module open-source curriculum by Microsoft that teaches the Model Context Protocol through hands-on, cross-language examples in C#, Java, JavaScript, Python, TypeScript, and Rust — covering basic MCP servers through enterprise Azure integrations.

Official Milvus MCP server enabling AI agents to interact with Milvus/Zilliz vector database — managing collections, inserting and searching vectors, running hybrid search (scalar + vector), and integrating high-performance vector similarity search into agent workflows.

Official PayPal MCP server enabling AI agents to interact with PayPal's payment platform — processing payments, managing orders, handling subscriptions, querying transaction history, managing disputes, and integrating PayPal checkout into agent-driven commerce workflows.

Official Apache Doris MCP server enabling AI agents to interact with Apache Doris's MPP analytical database — executing SQL queries, managing tables and schemas, querying performance metrics, and integrating Doris's real-time OLAP capabilities into agent-driven data analytics and lakehouse workflows.

Official MCP server from Exa that provides AI assistants with web search, code context retrieval, company research, people search, URL crawling, and an autonomous deep research agent. Available as both a hosted MCP endpoint and a local npm package.

Google's official open-source agent development framework — builds multi-agent systems with Gemini models, tool integration, memory, streaming, and deployment to Google Cloud.

Local structural analysis engine for software codebases that builds a semantic SQLite graph enabling AI coding agents to perform instant architectural queries, impact analysis, anti-pattern detection, and multi-agent coordination across 27 programming languages via 102 MCP tools.

pg-aiguide is an MCP server and Claude plugin from Timescale that provides AI coding assistants with semantic search over PostgreSQL documentation and curated best-practice skills, producing more accurate, modern, and constraint-rich SQL and schema designs.

Official Chroma MCP server enabling AI agents to interact with ChromaDB — adding and querying vector embeddings, managing collections, performing similarity search, and integrating vector storage into RAG-enabled agent workflows.

Official REMnux MCP server from the REMnux project — the curated Linux distribution for malware analysis. Enables AI agents to leverage REMnux's extensive malware analysis toolset: file analysis, network traffic inspection, memory forensics, PE/ELF analysis, deobfuscation, and threat intelligence correlation. Integrates the REMnux tool ecosystem into AI-driven malware research workflows.